Chloe felt a burning sensation in her chest as she read the article. Her younger self's silly crushes, her insecurities, her awkward attempts at poetry – all on display. She felt a wave of nausea.

She got up and walked to her bookshelf, pulling down a heavy tome. She settled into her chair, her back ramrod straight. She would not give them what they wanted.

She refused to look at the screen. She settled into the book, her eyes scanning the pages, finding a temporary escape in the intricate plot, the elegant prose. The world could judge her all they wanted. She had no need to participate.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349